31 May, 2021

Agenda

  • Introduction
  • Exploratory Data Analysis
  • Modelling
    • Supervised Learning
      • Linear Regression
      • Regression Tree
      • K-NN
    • Unsupervised Learning
      • PAM
      • PCA
  • Conclusion

Introduction

Exploratory Data Analysis

Data Distribution and Outliers

Financial Variables

Supervised Learning

Unsupervised Learning

Partition Around the Medoid Method

Principal Components Analysis Method

Conclusion

Take-Home Message

  • Linear regression is the most performant model